AN ALGORITHM OF FUZZY INFERENCE SYSTEM FOR ISAR IMAGE CLASSIFICATION

Authors

  • Krasimir Slavyanov National Military University, Faculty of Artillery, Air Defense and Communication and Information Systems (BG)
  • Chavdar Minchev National Military University, Faculty of Artillery, Air Defense and Communication and Information Systems (BG)

DOI:

https://doi.org/10.17770/etr2017vol2.2599

Keywords:

fuzzy inference system, membership function, fuzzy rule

Abstract

This article offers an original ISAR image classification procedure based on Mamdani fuzzy inference system (FIS) dedicated to compute multiple results each from different type of analyzing criteria. The modeling and information analysis of the FIS are developed to draw a general conclusion from several results each produced by classification from neural network. Simulation experiments are carried out in MATLAB environment.

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References

Boulay T., Lagoutte J., Mohammad-Djafari A., Gac N., A Fuzzy-Logic Based Non Cooperative Target Recognition, Signal Image Technology and Internet Based Systems (SITIS), 2012 Eighth International Conference, Nov. 2012.. pp. 410-415.

M. V. Vasileva, „Fuzzy sets. Theory and practice“, ISBN 978-954-9681-33-8, 2008.

Tan Y., Yang J., Li L., Xiong J., Data fusion of radar and IFF for aircraft identification, Journal of Systems Engineering and Electronics ( Volume: 23, Issue: 5, Oct. 2012 ), 2012, pp. 715 – 722.

Margarit G., Tabasco A., Ship Classification in Single-Pol SAR Images Based on Fuzzy Logic, IEEE Transactions on Geoscience and Remote Sensing (Volume: 49, Issue: 8, Aug. 2011), pp. 3129 – 3138.

Minchev, C.N., Slavyanov, K.O., An opportunity for improved modeling and information analysis in ISAR systems, “Machines, Technologies, Materials”, ISSN 1313-0226, year IX, Issue 6 /2015, pp. 24-28.

Minchev, C.N., Slavyanov, K.O., Neural network for font style letter symbol recognition in additive noise environment, “Machines, Technologies, Materials”, ISSN 1313-0226. Issue 7/2013, pp. 24-28.

Zadeh, L.A., The concept of a linguistic variable and its application to approximate reasoning—I, Information Sciences 8, 1975, pp. 199-249.

Mamdani E.H., Assilian S., An experiment in linguistic synthesis with a fuzzy logic controller, International Journal of Man-Machine Studies, Vol. 7, No. 1, 1975, pp. 1-13.

Zadeh, L.A., Fuzzy logic, Computer ( Volume: 21, Issue: 4, April 1988 ), pp. 83 – 93.

Zadeh, L.A., Outline of a new approach to the analysis of complex systems and decision processes, IEEE Transactions on Systems, Man, and Cybernetics, Vol. 3, No. 1, Jan. 1973, pp. 28-44.

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Published

2017-06-15

How to Cite

[1]
K. Slavyanov and C. Minchev, “AN ALGORITHM OF FUZZY INFERENCE SYSTEM FOR ISAR IMAGE CLASSIFICATION”, ETR, vol. 2, pp. 154–158, Jun. 2017, doi: 10.17770/etr2017vol2.2599.